
"""simple docstring"""



import unittest

from transformers import DebertaVaTokenizer, DebertaVaTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


a       :						List[Any]       		=		get_tests_dir('''fixtures/spiece.model''')




@require_sentencepiece
@require_tokenizers
class 		a_    (			_UpperCAmelCase  ,    unittest.TestCase						):
    a   :					Any			     =					DebertaVaTokenizer
    a   :					Optional[Any]			     =					DebertaVaTokenizerFast
    a   :					Tuple			     =					True
    a   :					int			     =					True







    def   _snake_case       (      self      :							List[str]  )		->Optional[Any]:






        '''simple docstring'''






        super().setUp()

        # We have a SentencePiece fixture for testing
        _UpperCAmelCase        = DebertaVaTokenizer(__UpperCamelCase  ,       unk_token="""<unk>"""  )
        tokenizer.save_pretrained(self.tmpdirname  )







    def   _snake_case       (      self      :							Dict  ,       __UpperCamelCase      :							Dict  )		->Optional[Any]:






        '''simple docstring'''






        _UpperCAmelCase        = """this is a test"""
        _UpperCAmelCase        = """this is a test"""
        return input_text, output_text







    def   _snake_case       (      self      :							Union[str, Any]  )		->Any:






        '''simple docstring'''






        _UpperCAmelCase        = """<pad>"""
        _UpperCAmelCase        = 0

        self.assertEqual(self.get_tokenizer()._convert_token_to_id(__UpperCamelCase  )  ,       __UpperCamelCase  )
        self.assertEqual(self.get_tokenizer()._convert_id_to_token(__UpperCamelCase  )  ,       __UpperCamelCase  )







    def   _snake_case       (      self      :							str  )		->List[str]:






        '''simple docstring'''






        _UpperCAmelCase        = list(self.get_tokenizer().get_vocab().keys()  )
        self.assertEqual(vocab_keys[0]  ,       """<pad>"""  )
        self.assertEqual(vocab_keys[1]  ,       """<unk>"""  )
        self.assertEqual(vocab_keys[-1]  ,       """[PAD]"""  )
        self.assertEqual(len(__UpperCamelCase  )  ,       3_00_01  )







    def   _snake_case       (      self      :							Dict  )		->Dict:






        '''simple docstring'''






        self.assertEqual(self.get_tokenizer().vocab_size  ,       3_00_00  )







    def   _snake_case       (      self      :							str  )		->Any:






        '''simple docstring'''






        _UpperCAmelCase        = """ \tHeLLo!how  \n Are yoU?  """
        _UpperCAmelCase        = ["""▁hello""", """!""", """how""", """▁are""", """▁you""", """?"""]
        # fmt: on

        _UpperCAmelCase        = DebertaVaTokenizer(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.convert_ids_to_tokens(tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = DebertaVaTokenizerFast(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )







    @unittest.skip("""There is an inconsistency between slow and fast tokenizer due to a bug in the fast one."""  )
    def   _snake_case       (      self      :							Any  )		->int:






        '''simple docstring'''






        pass







    @unittest.skip("""There is an inconsistency between slow and fast tokenizer due to a bug in the fast one."""  )
    def   _snake_case       (      self      :							List[str]  )		->Tuple:






        '''simple docstring'''






        pass







    def   _snake_case       (      self      :							Dict  )		->int:






        '''simple docstring'''






        _UpperCAmelCase        = """I was born in 92000, and this is falsé."""
        _UpperCAmelCase        = ["""▁""", """<unk>""", """▁was""", """▁born""", """▁in""", """▁9""", """2000""", """▁""", """,""", """▁and""", """▁this""", """▁is""", """▁fal""", """s""", """<unk>""", """▁""", """.""", ]
        # fmt: on

        _UpperCAmelCase        = DebertaVaTokenizer(__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.convert_ids_to_tokens(tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = DebertaVaTokenizerFast(__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )







    def   _snake_case       (      self      :							Any  )		->Any:






        '''simple docstring'''






        _UpperCAmelCase        = """I was born in 92000, and this is falsé."""
        _UpperCAmelCase        = ["""▁i""", """▁was""", """▁born""", """▁in""", """▁9""", """2000""", """▁""", """,""", """▁and""", """▁this""", """▁is""", """▁fal""", """s""", """<unk>""", """▁""", """.""", ]
        # fmt: on

        _UpperCAmelCase        = DebertaVaTokenizer(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.convert_ids_to_tokens(tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = DebertaVaTokenizerFast(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )







    def   _snake_case       (      self      :							List[Any]  )		->Optional[int]:






        '''simple docstring'''






        _UpperCAmelCase        = """I was born in 92000, and this is falsé."""
        _UpperCAmelCase        = ["""▁i""", """▁was""", """▁born""", """▁in""", """▁9""", """2000""", """,""", """▁and""", """▁this""", """▁is""", """▁fal""", """s""", """<unk>""", """.""", ]
        # fmt: on

        _UpperCAmelCase        = DebertaVaTokenizer(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.convert_ids_to_tokens(tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = DebertaVaTokenizerFast(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )







    def   _snake_case       (      self      :							Tuple  )		->Union[str, Any]:






        '''simple docstring'''






        _UpperCAmelCase        = """I was born in 92000, and this is falsé."""
        _UpperCAmelCase        = ["""▁""", """<unk>""", """▁was""", """▁born""", """▁in""", """▁9""", """2000""", """▁""", """,""", """▁and""", """▁this""", """▁is""", """▁fal""", """s""", """<unk>""", """▁""", """.""", ]
        # fmt: on

        _UpperCAmelCase        = DebertaVaTokenizer(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.convert_ids_to_tokens(tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = DebertaVaTokenizerFast(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )







    def   _snake_case       (      self      :							int  )		->List[Any]:






        '''simple docstring'''






        _UpperCAmelCase        = """ \tHeLLo!how  \n Are yoU?  """
        _UpperCAmelCase        = ["""▁""", """<unk>""", """e""", """<unk>""", """o""", """!""", """how""", """▁""", """<unk>""", """re""", """▁yo""", """<unk>""", """?"""]
        # fmt: on

        _UpperCAmelCase        = DebertaVaTokenizer(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.convert_ids_to_tokens(tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = DebertaVaTokenizerFast(__UpperCamelCase  ,       do_lower_case=__UpperCamelCase  ,       split_by_punct=__UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )

        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )







    def   _snake_case       (      self      :							List[Any]  )		->str:






        '''simple docstring'''






        _UpperCAmelCase        = self.get_tokenizer()
        _UpperCAmelCase        = self.get_rust_tokenizer()

        _UpperCAmelCase        = """I was born in 92000, and this is falsé."""

        _UpperCAmelCase        = tokenizer.convert_ids_to_tokens(tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )
        _UpperCAmelCase        = rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = self.get_rust_tokenizer()
        _UpperCAmelCase        = tokenizer.encode(__UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.encode(__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )







    def   _snake_case       (      self      :							int  )		->Optional[Any]:






        '''simple docstring'''






        _UpperCAmelCase        = """This is a test"""
        _UpperCAmelCase        = [13, 1, 43_98, 25, 21, 12_89]
        _UpperCAmelCase        = ["""▁""", """T""", """his""", """▁is""", """▁a""", """▁test"""]
        _UpperCAmelCase        = ["""▁""", """<unk>""", """his""", """▁is""", """▁a""", """▁test"""]

        _UpperCAmelCase        = DebertaVaTokenizer(__UpperCamelCase  ,       keep_accents=__UpperCamelCase  )
        _UpperCAmelCase        = DebertaVaTokenizerFast(__UpperCamelCase  ,       keep_accents=__UpperCamelCase  )

        _UpperCAmelCase        = tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.tokenize(__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.convert_ids_to_tokens(__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.tokenize(__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.convert_ids_to_tokens(__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        # fmt: off
        _UpperCAmelCase        = """I was born in 92000, and this is falsé."""
        _UpperCAmelCase        = [13, 1, 23, 3_86, 19, 5_61, 30_50, 15, 17, 48, 25, 82_56, 18, 1, 9]
        _UpperCAmelCase        = ["""▁""", """I""", """▁was""", """▁born""", """▁in""", """▁9""", """2000""", """,""", """▁and""", """▁this""", """▁is""", """▁fal""", """s""", """é""", """.""", ]
        _UpperCAmelCase        = ["""▁""", """<unk>""", """▁was""", """▁born""", """▁in""", """▁9""", """2000""", """,""", """▁and""", """▁this""", """▁is""", """▁fal""", """s""", """<unk>""", """.""", ]
        # fmt: on

        _UpperCAmelCase        = tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.tokenize(__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.convert_ids_to_tokens(__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )

        _UpperCAmelCase        = rust_tokenizer.encode(__UpperCamelCase  ,       add_special_tokens=__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.tokenize(__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )
        _UpperCAmelCase        = rust_tokenizer.convert_ids_to_tokens(__UpperCamelCase  )
        self.assertListEqual(__UpperCamelCase  ,       __UpperCamelCase  )







    def   _snake_case       (      self      :							Any  )		->List[str]:






        '''simple docstring'''






        _UpperCAmelCase        = DebertaVaTokenizer(__UpperCamelCase  )

        _UpperCAmelCase        = tokenizer.encode("""sequence builders"""  )
        _UpperCAmelCase        = tokenizer.encode("""multi-sequence build"""  )

        _UpperCAmelCase        = tokenizer.build_inputs_with_special_tokens(__UpperCamelCase  )
        _UpperCAmelCase        = tokenizer.build_inputs_with_special_tokens(__UpperCamelCase  ,       __UpperCamelCase  )

        self.assertEqual([tokenizer.cls_token_id] + text + [tokenizer.sep_token_id]  ,       __UpperCamelCase  )
        self.assertEqual(
            [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id] + text_a + [tokenizer.sep_token_id]  ,       __UpperCamelCase  ,       )







    @slow
    def   _snake_case       (      self      :							Optional[int]  )		->List[str]:






        '''simple docstring'''






        _UpperCAmelCase        = {"""input_ids""": [[1, 3_98_67, 36, 1_93_90, 4_86, 27, 3_50_52, 8_14_36, 18, 6_06_85, 12_25, 7, 3_50_52, 8_14_36, 18, 93_67, 1_68_99, 18, 1_59_37, 53, 5_94, 7_73, 18, 1_62_87, 3_04_65, 36, 1_59_37, 6, 4_11_39, 38, 3_69_79, 6_07_63, 1_91, 6, 3_41_32, 99, 6, 5_05_38, 3_90, 4_32_30, 6, 3_41_32, 27_79, 2_08_50, 14, 6_99, 10_72, 11_94, 36, 3_82, 1_09_01, 53, 7, 6_99, 10_72, 20_84, 36, 2_04_22, 6_30, 53, 19, 1_05, 30_49, 18_96, 10_53, 1_68_99, 15_06, 11, 3_79_78, 42_43, 7, 12_37, 3_18_69, 2_00, 1_65_66, 6_54, 6, 3_50_52, 8_14_36, 7, 5_56_30, 1_35_93, 4, 2], [1, 26, 1_50_11, 13, 6_67, 8, 10_53, 18, 2_36_11, 12_37, 7_23_56, 1_28_20, 34, 10_41_34, 12_09, 35, 1_33_13, 66_27, 21, 2_02, 3_47, 7, 1_64, 23_99, 11, 46, 44_85, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 5, 12_32, 28_64, 1_57_85, 1_49_51, 1_05, 5, 85_81, 12_50, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], """token_type_ids""": [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], """attention_mask""": [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
        # fmt: on

        self.tokenizer_integration_test_util(
            expected_encoding=__UpperCamelCase  ,       model_name="""microsoft/deberta-v2-xlarge"""  ,       revision="""ad6e42c1532ddf3a15c39246b63f5559d558b670"""  ,       )

"""simple docstring"""



from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


a       :						List[Any]       		=		logging.get_logger(__name__)

a       :						str       		=		{
    '''camembert-base''': '''https://huggingface.co/camembert-base/resolve/main/config.json''',
    '''umberto-commoncrawl-cased-v1''': (
        '''https://huggingface.co/Musixmatch/umberto-commoncrawl-cased-v1/resolve/main/config.json'''
    ),
    '''umberto-wikipedia-uncased-v1''': (
        '''https://huggingface.co/Musixmatch/umberto-wikipedia-uncased-v1/resolve/main/config.json'''
    ),
}




class 		a_    (			_UpperCAmelCase						):
    a   :					Any			     =					'camembert'







    def __init__(      self      :							Dict  ,       __UpperCamelCase      :							Union[str, Any]=3_05_22  ,       __UpperCamelCase      :							Tuple=7_68  ,       __UpperCamelCase      :							Optional[Any]=12  ,       __UpperCamelCase      :							int=12  ,       __UpperCamelCase      :							int=30_72  ,       __UpperCamelCase      :							int="gelu"  ,       __UpperCamelCase      :							Dict=0.1  ,       __UpperCamelCase      :							Dict=0.1  ,       __UpperCamelCase      :							List[Any]=5_12  ,       __UpperCamelCase      :							Optional[int]=2  ,       __UpperCamelCase      :							Dict=0.0_2  ,       __UpperCamelCase      :							Optional[int]=1e-12  ,       __UpperCamelCase      :							Optional[Any]=1  ,       __UpperCamelCase      :							int=0  ,       __UpperCamelCase      :							Optional[int]=2  ,       __UpperCamelCase      :							Optional[int]="absolute"  ,       __UpperCamelCase      :							int=True  ,       __UpperCamelCase      :							Dict=None  ,       **__UpperCamelCase      :							List[str]  ,       )		->Union[str, Any]:






        '''simple docstring'''






        super().__init__(pad_token_id=__UpperCamelCase  ,       bos_token_id=__UpperCamelCase  ,       eos_token_id=__UpperCamelCase  ,       **__UpperCamelCase  )

        _UpperCAmelCase        = vocab_size
        _UpperCAmelCase        = hidden_size
        _UpperCAmelCase        = num_hidden_layers
        _UpperCAmelCase        = num_attention_heads
        _UpperCAmelCase        = hidden_act
        _UpperCAmelCase        = intermediate_size
        _UpperCAmelCase        = hidden_dropout_prob
        _UpperCAmelCase        = attention_probs_dropout_prob
        _UpperCAmelCase        = max_position_embeddings
        _UpperCAmelCase        = type_vocab_size
        _UpperCAmelCase        = initializer_range
        _UpperCAmelCase        = layer_norm_eps
        _UpperCAmelCase        = position_embedding_type
        _UpperCAmelCase        = use_cache
        _UpperCAmelCase        = classifier_dropout







class 		a_    (			_UpperCAmelCase						):







    @property
    def   _snake_case       (      self      :							Optional[int]  )		->Mapping[str, Mapping[int, str]]:






        '''simple docstring'''






        if self.task == "multiple-choice":
            _UpperCAmelCase        = {0: """batch""", 1: """choice""", 2: """sequence"""}
        else:
            _UpperCAmelCase        = {0: """batch""", 1: """sequence"""}
        return OrderedDict(
            [
                ("""input_ids""", dynamic_axis),
                ("""attention_mask""", dynamic_axis),
            ]  )